The study of chemical species in catalysis involves various experimental and theoretical techniques. Spectroscopic methods like infrared (IR) spectroscopy, nuclear magnetic resonance (NMR) spectroscopy, and X-ray photoelectron spectroscopy (XPS) are commonly used to identify and characterize intermediates and products. Computational methods, including density functional theory (DFT), are employed to model reaction pathways and predict the behavior of chemical species.